{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "乐学偶得 版权所有 主讲人 ：William 由LX_LAB教研团队提供技术支持 乐学偶得版权所有  公众号：乐学Fintech  正版视频课程 网易云课堂：乐学偶得 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skimage import io,filters,color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = io.imread(\"japan.jpg\")\n",
    "img = color.rgb2grey(img)\n",
    "io.imshow(img)\n",
    "io.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = io.imread(\"5.opencv.png\")\n",
    "img = color.rgb2grey(img)\n",
    "find_the_edge = filters.sobel(img)\n",
    "io.imshow(find_the_edge)\n",
    "io.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = io.imread(\"Trevor-Noah.jpg\")\n",
    "img = color.rgb2grey(img)\n",
    "# find_the_edge = filters.sobel(img)\n",
    "io.imshow(img)\n",
    "io.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = io.imread(\"Trevor-Noah.jpg\")\n",
    "img = color.rgb2grey(img)\n",
    "find_the_edge = filters.sobel(img)\n",
    "io.imshow(find_the_edge)\n",
    "io.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
